Build model with all data

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library(tidyverse)
trainReady <- read_csv("data/trainReady.csv")

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testReady <- read_csv("data/testReady.csv")
bureau_and_balance_ready <- read_csv("data/bureau_and_balance_ready.csv")
previous_application_ready <- read_csv("data/previous_application_ready.csv")

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POS_CASH_Balance_Ready <- read_csv("data/POS_CASH_Balance_Ready.csv")
installments_payments_ready <- read_csv("data/installments_payments_ready.csv")
credit_card_balance_ready <- read_csv("data/credit_card_balance_ready.csv")

allTrainReady <- trainReady %>% left_join(bureau_and_balance_ready,by ='SK_ID_CURR') %>% left_join(previous_application_ready,by ='SK_ID_CURR') %>% left_join(POS_CASH_Balance_Ready,by ='SK_ID_CURR') %>% left_join(installments_payments_ready,by ='SK_ID_CURR') %>% left_join(credit_card_balance_ready,by ='SK_ID_CURR')
allTestReady <-  testReady %>% left_join(bureau_and_balance_ready,by = 'SK_ID_CURR') %>% left_join(previous_application_ready,by = 'SK_ID_CURR') %>% left_join(POS_CASH_Balance_Ready,by ='SK_ID_CURR') %>% left_join(installments_payments_ready,by ='SK_ID_CURR') %>% left_join(credit_card_balance_ready,by ='SK_ID_CURR')

getXgboostModel <- function(predictor,trainData,Nround,Eta,Depth) {
library(xgboost)
model <- xgboost(data = as.matrix(predictor), # training data as matrix
                          label = trainData$TARGET,
                          nrounds = Nround,       # number of trees to build
                          objective = "binary:logistic", # objective
                          eta = Eta,
                          depth = Depth,
                          verbose = 0,  # silent
                          eval_metric = "auc"
        )
model
}
savePredictFromModel <- function(testReady,model,fileName) {
  #xgboostmodel
  finalTestData <- testReady[,]
  prediction <- predict(model, as.matrix(finalTestData))
  str(prediction)
  options(scipen=999)
  
  result <- data.frame("SK_ID_CURR"= testReady$SK_ID_CURR, "TARGET" = prediction )
  write.csv(result, file = fileName,row.names=FALSE)
}

————————————-build xgboost model with all data——————————————–

predictors4 <- allTrainReady %>% select(-TARGET)

model_xgb4 <- getXgboostModel(predictors4,allTrainReady,250,0.1,20)
saveRDS(model_xgb4, "XGboost_model4.rds")
model_xgb4                     

predict test data

savePredictFromModel(allTestReady,model_xgb4,"result_xgb_boost_model4.csv")

model 4 score

————————————-build xgboost model with all data with na column greater thatn 85% removed ———————————————–

alltrainREadyLessNa <- allTrainReady[, -which(colMeans(is.na(allTrainReady)) > 0.85)]
alltrainREadyLessNa

predictors5 <- alltrainREadyLessNa %>% select(-TARGET)
model_xgb5 <- getXgboostModel(predictors5,alltrainREadyLessNa,250,0.1,20)
saveRDS(model_xgb5, "XGboost_model5.rds")
model_xgb5                     

##### xgb.Booster
raw: 976.2 Kb 
call:
  xgb.train(params = params, data = dtrain, nrounds = nrounds, 
    watchlist = watchlist, verbose = verbose, print_every_n = print_every_n, 
    early_stopping_rounds = early_stopping_rounds, maximize = maximize, 
    save_period = save_period, save_name = save_name, xgb_model = xgb_model, 
    callbacks = callbacks, objective = "binary:logistic", eta = ..2, 
    depth = ..3, eval_metric = "auc")
params (as set within xgb.train):
  objective = "binary:logistic", eta = "0.1", depth = "20", eval_metric = "auc", silent = "1"
xgb.attributes:
  niter
callbacks:
  cb.save.model(save_period = save_period, save_name = save_name)
niter: 250

predict test data

alltrainREadyLessNa <- allTestReady[, -which(colMeans(is.na(allTrainReady)) > 0.85)]
alltrainREadyLessNa

allTestReadyLessNa <- allTestReady %>% select(colnames(predictors5))
savePredictFromModel(allTestReadyLessNa,model_xgb5,"result_xgb_boost_model5.csv")

 num [1:48744] 0.041 0.1329 0.0222 0.0503 0.1239 ...

model 5 score

————————————-build xgboost model with all na data median impute ———————————————–

library(tidyimpute)
allTrainReadyNoNa <- allTrainReady %>% impute_median()  
predictors6 <- allTrainReadyNoNa %>% select(-TARGET)
model_xgb6 <- getXgboostModel(predictors6,allTrainReadyNoNa,250,0.1,20)
saveRDS(model_xgb6, "XGboost_model6.rds")
model_xgb6                     

##### xgb.Booster
raw: 947.4 Kb 
call:
  xgb.train(params = params, data = dtrain, nrounds = nrounds, 
    watchlist = watchlist, verbose = verbose, print_every_n = print_every_n, 
    early_stopping_rounds = early_stopping_rounds, maximize = maximize, 
    save_period = save_period, save_name = save_name, xgb_model = xgb_model, 
    callbacks = callbacks, objective = "binary:logistic", eta = ..2, 
    depth = ..3, eval_metric = "auc")
params (as set within xgb.train):
  objective = "binary:logistic", eta = "0.1", depth = "20", eval_metric = "auc", silent = "1"
xgb.attributes:
  niter
callbacks:
  cb.save.model(save_period = save_period, save_name = save_name)
niter: 250

predict test data

allTestReadyNoNa <- allTestReady %>% impute_median()  
savePredictFromModel(allTestReadyNoNa,model_xgb6,"result_xgb_boost_model6.csv")

 num [1:48744] 0.0372 0.1348 0.0169 0.0345 0.1393 ...

model 6 score

————————————-build xgboost model with all na data mean impute ———————————————–

library(tidyimpute)
allTrainReadyNoNaMean <- allTrainReady %>% impute_mean() 
predictors7 <- allTrainReadyNoNaMean %>% select(-TARGET)
model_xgb7 <- getXgboostModel(predictors7,allTrainReadyNoNaMean,250,0.1,20)
saveRDS(model_xgb7, "XGboost_model7.rds")
model_xgb7                     

##### xgb.Booster
raw: 945.7 Kb 
call:
  xgb.train(params = params, data = dtrain, nrounds = nrounds, 
    watchlist = watchlist, verbose = verbose, print_every_n = print_every_n, 
    early_stopping_rounds = early_stopping_rounds, maximize = maximize, 
    save_period = save_period, save_name = save_name, xgb_model = xgb_model, 
    callbacks = callbacks, objective = "binary:logistic", eta = ..2, 
    depth = ..3, eval_metric = "auc")
params (as set within xgb.train):
  objective = "binary:logistic", eta = "0.1", depth = "20", eval_metric = "auc", silent = "1"
xgb.attributes:
  niter
callbacks:
  cb.save.model(save_period = save_period, save_name = save_name)
niter: 250

predict test data

allTestReadyNoNaMean <- allTestReady %>% impute_mean()  
savePredictFromModel(allTestReadyNoNaMean,model_xgb7,"result_xgb_boost_model7.csv")

 num [1:48744] 0.0215 0.1225 0.0102 0.0517 0.111 ...

model 7score

————————————-build xgboost model with all na data median impute and high corelated feature removed ———————————————–

library(tidyimpute)
allTrainReadyNoNa <- allTrainReady %>% impute_median()  
tmp <- cor(allTrainReadyNoNa, use = "pairwise.complete.obs")
tmp[upper.tri(tmp)] <- 0
diag(tmp) <- 0
allTrainReadyNoNaNoHighCor <- allTrainReadyNoNa[,!apply(tmp,2,function(x) any(x > 0.75))]
predictors8 <- allTrainReadyNoNaNoHighCor %>% select(-TARGET)
model_xgb8 <- getXgboostModel(predictors8,allTrainReadyNoNaNoHighCor,250,0.1,20)
saveRDS(model_xgb8, "XGboost_model8.rds")
model_xgb8                     

##### xgb.Booster
raw: 921.3 Kb 
call:
  xgb.train(params = params, data = dtrain, nrounds = nrounds, 
    watchlist = watchlist, verbose = verbose, print_every_n = print_every_n, 
    early_stopping_rounds = early_stopping_rounds, maximize = maximize, 
    save_period = save_period, save_name = save_name, xgb_model = xgb_model, 
    callbacks = callbacks, objective = "binary:logistic", eta = ..2, 
    depth = ..3, eval_metric = "auc")
params (as set within xgb.train):
  objective = "binary:logistic", eta = "0.1", depth = "20", eval_metric = "auc", silent = "1"
xgb.attributes:
  niter
callbacks:
  cb.save.model(save_period = save_period, save_name = save_name)
niter: 250

predict test data

allTestReadyNoNa <- allTestReady %>% impute_median()  
allTestReadyNoNaNoHighCor <- allTestReadyNoNa %>% select(colnames(predictors8))
savePredictFromModel(allTestReadyNoNaNoHighCor,model_xgb8,"result_xgb_boost_model8.csv")

 num [1:48744] 0.0405 0.1604 0.0157 0.0569 0.122 ...

model 8 score

————————————-tune the model with all data with median impute ———————————————–

ntrees

[1] 4995

max(elog$test_auc_mean)

[1] 0.765034

if the prediction propablity is > 0.50 we identity that class as 1 (clients with payment difficulties)

library('caret')
class_prediction <-
  ifelse(cv$pred > 0.50,
         "1",
         "0"
  )
conMatrix <- confusionMatrix(class_prediction,finalAllTrainReadyNoNa$TARGET,positive = "1")
conMatrix

Confusion Matrix and Statistics

          Reference
Prediction      0      1
         0 282362  24405
         1    324    420
                                          
               Accuracy : 0.9196          
                 95% CI : (0.9186, 0.9205)
    No Information Rate : 0.9193          
    P-Value [Acc > NIR] : 0.2638          
                                          
                  Kappa : 0.0283          
 Mcnemar's Test P-Value : <2e-16          
                                          
            Sensitivity : 0.016918        
            Specificity : 0.998854        
         Pos Pred Value : 0.564516        
         Neg Pred Value : 0.920445        
             Prevalence : 0.080729        
         Detection Rate : 0.001366        
   Detection Prevalence : 0.002419        
      Balanced Accuracy : 0.507886        
                                          
       'Positive' Class : 1               
                                          

falsePositiveRate = conMatrix$table[2,1] / (conMatrix$table[2,1] + conMatrix$table[1,1])
falseNegativeRate = conMatrix$table[1,2] / (conMatrix$table[1,2] + conMatrix$table[2,2])
print("falsePositiveRate")

[1] "falsePositiveRate"

falsePositiveRate

[1] 0.001146148

print("falseNegativeRate")

[1] "falseNegativeRate"

falseNegativeRate

[1] 0.9830816

the low falsePositiveRate tell us this model is good at identify good clients . the high falseNegativeRate which tell us this model is bad as identify bad clients. falseNegativeRate is important for this application since we want the model to be good at identify bad clients so the company won’t make bad loans.

library(tidyimpute)
finalAllTrainReadyNoNa <- allTrainReady %>% impute_median()  
finalPredictors <- finalAllTrainReadyNoNa %>% select(-TARGET)
model_xgb9 <- xgboost(data = as.matrix(finalPredictors), # training data as matrix
                           label = finalAllTrainReadyNoNa$TARGET,
                           nrounds = 4995,
                           nfold = 3,
                           objective = "binary:logistic",
                           eta = 0.005,
                           max_depth = 20,
                           metrics = list("auc"),
                           nthread = 8,
                           prediction = TRUE,
                           verbose = 0   # silent
        )
saveRDS(model_xgb9, "XGboost_model9.rds")
model_xgb9 

##### xgb.Booster
raw: 747.5 Mb 
call:
  xgb.train(params = params, data = dtrain, nrounds = nrounds, 
    watchlist = watchlist, verbose = verbose, print_every_n = print_every_n, 
    early_stopping_rounds = early_stopping_rounds, maximize = maximize, 
    save_period = save_period, save_name = save_name, xgb_model = xgb_model, 
    callbacks = callbacks, nfold = 3, objective = "binary:logistic", 
    eta = 0.005, max_depth = 20, metrics = ..5, nthread = 8, 
    prediction = TRUE)
params (as set within xgb.train):
  nfold = "3", objective = "binary:logistic", eta = "0.005", max_depth = "20", metrics = "auc", nthread = "8", prediction = "TRUE", silent = "1"
xgb.attributes:
  niter
callbacks:
  cb.save.model(save_period = save_period, save_name = save_name)
niter: 4995

library(tidyimpute)
finalAllTestnReadyNoNa <- allTestReady %>% impute_median()  
savePredictFromModel(finalAllTestnReadyNoNa,model_xgb9,"result_xgb_boost_model9.csv")

 num [1:48744] 0.001116 0.02002 0.000841 0.001671 0.00802 ...

model 9 score